{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Building a simple time series model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-25T20:58:49.394520Z",
     "iopub.status.busy": "2020-11-25T20:58:49.393988Z",
     "iopub.status.idle": "2020-11-25T20:58:50.203470Z",
     "shell.execute_reply": "2020-11-25T20:58:50.204032Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll be using the international airline passenger data available from [here](https://datamarket.com/data/set/22u3/international-airline-passengers-monthly-totals-in-thousands-jan-49-dec-60#!ds=22u3&display=line). This particular dataset is included with `river` in the `datasets` module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-25T20:58:50.208371Z",
     "iopub.status.busy": "2020-11-25T20:58:50.207547Z",
     "iopub.status.idle": "2020-11-25T20:58:50.905200Z",
     "shell.execute_reply": "2020-11-25T20:58:50.905857Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'month': datetime.datetime(1949, 1, 1, 0, 0)} 112\n"
     ]
    }
   ],
   "source": [
    "from river import datasets\n",
    "\n",
    "for x, y in datasets.AirlinePassengers():\n",
    "    print(x, y)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data is as simple as can be: it consists of a sequence of months and values representing the total number of international airline passengers per month. Our goal is going to be to predict the number of passengers for the next month at each step. Notice that because the dataset is small  -- which is usually the case for time series -- we could just fit a model from scratch each month. However for the sake of example we're going to train a single model online. Although the overall performance might be potentially weaker, training a time series model online has the benefit of being scalable if, say, you have have [thousands of time series to manage](http://www.unofficialgoogledatascience.com/2017/04/our-quest-for-robust-time-series.html).\n",
    "\n",
    "We'll start with a very simple model where the only feature will be the [ordinal date](https://www.wikiwand.com/en/Ordinal_date) of each month. This should be able to capture some of the underlying trend. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-25T20:58:50.911471Z",
     "iopub.status.busy": "2020-11-25T20:58:50.910270Z",
     "iopub.status.idle": "2020-11-25T20:58:50.912052Z",
     "shell.execute_reply": "2020-11-25T20:58:50.912447Z"
    }
   },
   "outputs": [],
   "source": [
    "from river import compose\n",
    "from river import linear_model\n",
    "from river import preprocessing\n",
    "\n",
    "\n",
    "def get_ordinal_date(x):\n",
    "    return {'ordinal_date': x['month'].toordinal()}\n",
    "\n",
    "\n",
    "model = compose.Pipeline(\n",
    "    ('ordinal_date', compose.FuncTransformer(get_ordinal_date)),\n",
    "    ('scale', preprocessing.StandardScaler()),\n",
    "    ('lin_reg', linear_model.LinearRegression())\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll write down a function to evaluate the model. This will go through each observation in the dataset and update the model as it goes on. The prior predictions will be stored along with the true values and will be plotted together. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-25T20:58:50.919480Z",
     "iopub.status.busy": "2020-11-25T20:58:50.918301Z",
     "iopub.status.idle": "2020-11-25T20:58:50.920052Z",
     "shell.execute_reply": "2020-11-25T20:58:50.920434Z"
    }
   },
   "outputs": [],
   "source": [
    "from river import metrics\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def evaluate_model(model): \n",
    "    \n",
    "    metric = metrics.Rolling(metrics.MAE(), 12)\n",
    "    \n",
    "    dates = []\n",
    "    y_trues = []\n",
    "    y_preds = []\n",
    "\n",
    "    for x, y in datasets.AirlinePassengers():\n",
    "        \n",
    "        # Obtain the prior prediction and update the model in one go\n",
    "        y_pred = model.predict_one(x)\n",
    "        model.learn_one(x, y)\n",
    "        \n",
    "        # Update the error metric\n",
    "        metric.update(y, y_pred)\n",
    "        \n",
    "        # Store the true value and the prediction\n",
    "        dates.append(x['month'])\n",
    "        y_trues.append(y)\n",
    "        y_preds.append(y_pred)\n",
    "        \n",
    "    # Plot the results\n",
    "    fig, ax = plt.subplots(figsize=(10, 6))\n",
    "    ax.grid(alpha=0.75)\n",
    "    ax.plot(dates, y_trues, lw=3, color='#2ecc71', alpha=0.8, label='Ground truth')\n",
    "    ax.plot(dates, y_preds, lw=3, color='#e74c3c', alpha=0.8, label='Prediction')\n",
    "    ax.legend()\n",
    "    ax.set_title(metric)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's evaluate our first model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-25T20:58:50.941875Z",
     "iopub.status.busy": "2020-11-25T20:58:50.923017Z",
     "iopub.status.idle": "2020-11-25T20:58:51.103794Z",
     "shell.execute_reply": "2020-11-25T20:58:51.103283Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "evaluate_model(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model has captured a trend but not the right one. Indeed it thinks the trend is linear whereas we can visually see that the growth of the data increases with time. In other words the second derivative of the series is positive. This is a well know problem in time series forecasting and there are thus many ways to handle it; for example by using a [Box-Cox transform](https://www.wikiwand.com/en/Power_transform). However we are going to do something a bit different, and instead linearly detrend the series using a `Detrender`. We'll set `window_size` to 12 in order to use a rolling mean of size 12 for detrending. The `Detrender` will center the target in 0, which means that we don't need an intercept in our linear regression. We can thus set `intercept_lr` to 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-25T20:58:51.128103Z",
     "iopub.status.busy": "2020-11-25T20:58:51.107732Z",
     "iopub.status.idle": "2020-11-25T20:58:51.276863Z",
     "shell.execute_reply": "2020-11-25T20:58:51.277302Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from river import stats\n",
    "from river import time_series\n",
    "\n",
    "\n",
    "model = compose.Pipeline(\n",
    "    ('ordinal_date', compose.FuncTransformer(get_ordinal_date)),\n",
    "    ('scale', preprocessing.StandardScaler()),\n",
    "    ('lin_reg', linear_model.LinearRegression(intercept_lr=0)),\n",
    ")\n",
    "\n",
    "model = time_series.Detrender(regressor=model, window_size=12)\n",
    "\n",
    "evaluate_model(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's try and capture the monthly trend by one-hot encoding the month name."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-25T20:58:51.322747Z",
     "iopub.status.busy": "2020-11-25T20:58:51.282027Z",
     "iopub.status.idle": "2020-11-25T20:58:51.474402Z",
     "shell.execute_reply": "2020-11-25T20:58:51.473955Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import calendar\n",
    "\n",
    "\n",
    "def get_month(x):\n",
    "    return {\n",
    "        calendar.month_name[month]: month == x['month'].month\n",
    "        for month in range(1, 13)\n",
    "    }\n",
    "    \n",
    "\n",
    "model = compose.Pipeline(\n",
    "    ('features', compose.TransformerUnion(\n",
    "        ('ordinal_date', compose.FuncTransformer(get_ordinal_date)),\n",
    "        ('month', compose.FuncTransformer(get_month)),\n",
    "    )),\n",
    "    ('scale', preprocessing.StandardScaler()),\n",
    "    ('lin_reg', linear_model.LinearRegression(intercept_lr=0))\n",
    ")\n",
    "\n",
    "model = time_series.Detrender(regressor=model, window_size=12)\n",
    "\n",
    "evaluate_model(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This seems pretty decent. We can take a look at the weights of the linear regression to get an idea of the importance of each feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-25T20:58:51.478622Z",
     "iopub.status.busy": "2020-11-25T20:58:51.478150Z",
     "iopub.status.idle": "2020-11-25T20:58:51.482788Z",
     "shell.execute_reply": "2020-11-25T20:58:51.482379Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'January': -9.469216150196292,\n",
       " 'February': -14.616539494085554,\n",
       " 'March': -3.543831579749453,\n",
       " 'April': -2.766323821459067,\n",
       " 'May': -0.6224556651312263,\n",
       " 'June': 13.478341968972643,\n",
       " 'July': 28.772701948655836,\n",
       " 'August': 26.88560005378563,\n",
       " 'September': 4.707302312777268,\n",
       " 'October': -8.705184336916485,\n",
       " 'November': -22.48440069047625,\n",
       " 'December': -13.372426538578132,\n",
       " 'ordinal_date': 13.829969822169433}"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.regressor['lin_reg'].weights"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As could be expected the months of July and August have the highest weights because these are the months where people typically go on holiday abroad. The month of December has a low weight because this is a month of festivities in most of the Western world where people usually stay at home.\n",
    "\n",
    "Our model seems to understand which months are important, but it fails to see that the importance of each month grows multiplicatively as the years go on. In other words our model is too shy. We can fix this by increasing the learning rate of the `LinearRegression`'s optimizer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-25T20:58:51.517902Z",
     "iopub.status.busy": "2020-11-25T20:58:51.486885Z",
     "iopub.status.idle": "2020-11-25T20:58:51.677989Z",
     "shell.execute_reply": "2020-11-25T20:58:51.678365Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from river import optim\n",
    "\n",
    "model = compose.Pipeline(\n",
    "    ('features', compose.TransformerUnion(\n",
    "        ('ordinal_date', compose.FuncTransformer(get_ordinal_date)),\n",
    "        ('month', compose.FuncTransformer(get_month)),\n",
    "    )),\n",
    "    ('scale', preprocessing.StandardScaler()),\n",
    "    ('lin_reg', linear_model.LinearRegression(\n",
    "        intercept_lr=0,\n",
    "        optimizer=optim.SGD(0.03)\n",
    "    ))\n",
    ")\n",
    "\n",
    "model = time_series.Detrender(regressor=model, window_size=12)\n",
    "\n",
    "evaluate_model(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is starting to look good! Naturally in production we would tune the learning rate, ideally in real-time.\n",
    "\n",
    "Before finishing, we're going to introduce a cool feature extraction trick based on [radial basis function kernels](https://www.wikiwand.com/en/Radial_basis_function_kernel). The one-hot encoding we did on the month is a good idea but if you think about it is a bit rigid. Indeed the value of each feature is going to be 0 or 1, depending on the month of each observation. We're basically saying that the month of September is as distant to the month of August as it is to the month of March. Of course this isn't true, and it would be nice if our features would reflect this. To do so we can simply calculate the distance between the month of each observation and all the months in the calendar. Instead of simply computing the distance linearly, we're going to use a so-called *Gaussian radial basic function kernel*. This is a bit of a mouthful but for us it boils down to a simple formula, which is:\n",
    "\n",
    "$$d(i, j) = exp(-\\frac{(i - j)^2}{2\\sigma^2})$$\n",
    "\n",
    "Intuitively this computes a similarity between two months -- denoted by $i$ and $j$ -- which decreases the further apart they are from each other. The $sigma$ parameter can be seen as a hyperparameter than can be tuned -- in the following snippet we'll simply ignore it. The thing to take away is that this results in smoother predictions than when using a one-hot encoding scheme, which is often a desirable property. You can also see trick in action [in this nice presentation](http://www.youtube.com/watch?v=68ABAU_V8qI&t=4m45s)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-25T20:58:51.726131Z",
     "iopub.status.busy": "2020-11-25T20:58:51.688577Z",
     "iopub.status.idle": "2020-11-25T20:58:51.878382Z",
     "shell.execute_reply": "2020-11-25T20:58:51.877939Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import math\n",
    "\n",
    "def get_month_distances(x):\n",
    "    return {\n",
    "        calendar.month_name[month]: math.exp(-(x['month'].month - month) ** 2)\n",
    "        for month in range(1, 13)\n",
    "    }\n",
    "    \n",
    "\n",
    "model = compose.Pipeline(\n",
    "    ('features', compose.TransformerUnion(\n",
    "        ('ordinal_date', compose.FuncTransformer(get_ordinal_date)),\n",
    "        ('month_distances', compose.FuncTransformer(get_month_distances)),\n",
    "    )),\n",
    "    ('scale', preprocessing.StandardScaler()),\n",
    "    ('lin_reg', linear_model.LinearRegression(\n",
    "        intercept_lr=0,\n",
    "        optimizer=optim.SGD(0.03)\n",
    "    ))\n",
    ")\n",
    "\n",
    "model = time_series.Detrender(regressor=model, window_size=12)\n",
    "\n",
    "evaluate_model(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We've managed to get a good looking prediction curve with a reasonably simple model. What's more our model has the advantage of being interpretable and easy to debug. There surely are more rocks to squeeze (e.g. tune the hyperparameters, use an ensemble model, etc.) but we'll leave that as an exercice to the reader.\n",
    "\n",
    "As a finishing touch we'll rewrite our pipeline using the `|` operator, which is called a \"pipe\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-25T20:58:51.898231Z",
     "iopub.status.busy": "2020-11-25T20:58:51.887795Z",
     "iopub.status.idle": "2020-11-25T20:58:52.076018Z",
     "shell.execute_reply": "2020-11-25T20:58:52.076422Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "extract_features = compose.TransformerUnion(get_ordinal_date, get_month_distances)\n",
    "\n",
    "scale = preprocessing.StandardScaler()\n",
    "\n",
    "learn = linear_model.LinearRegression(\n",
    "    intercept_lr=0,\n",
    "    optimizer=optim.SGD(0.03)\n",
    ")\n",
    "\n",
    "model = extract_features | scale | learn\n",
    "model = time_series.Detrender(regressor=model, window_size=12)\n",
    "\n",
    "evaluate_model(model)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
